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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Mohammed A. M. Elhassan

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Open access Aug 2026

TSPFusion: Tri-stream and prototype network for learning detail-semantic fusion in medical image segmentation

A tri-stream interaction paradigm replacing symmetric skip connections with directional fusion among semantic, spatial, and decoder-propagated streams at each decoding stage, and a Global Prototype Bank that captures dataset-level anatomical regularities via attention-based retrieval and gated EMA updates, providing pe...

Mohammed A. M. Elhassan, Qian-Fa Yuan, Zhizhong Xu et al. · 0 citations
Open access Aug 2026

CENet: A lightweight context-enhanced network for efficient and accurate medical image classification

Extensive experiments across three medical imaging benchmarks, two brain tumor classification datasets (SARTAJ, Br35H) and dental radiography analysis demonstrate that CENet variants achieve state-of-the-art efficiency-accuracy trade-off.

Amina Benabid, Kangjie Cheng, Yun-Feng Liu et al. · 0 citations

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